I Love Deer, But...

I love deer. They are beautiful animals, graceful and swift, and taste great in a sausage or on the bbq, but I do not like them in my yard. This year I put up electric fencing just to keep them out of the vegetable garden, and that has worked fine,  but now someone is eating my flowers!

Could this be the culprit?